Created
September 8, 2019 19:34
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Accompanying MATLAB code for https://github.com/project-spectra/test-app/wiki/Formants-and-their-extraction
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[snd, originalFs] = audioread('pooling_transfusion_oo_0_95_1_0.wav'); | |
Fs = 10000; | |
% downsample to 10 KHz | |
snd = resample(snd, Fs, originalFs); | |
plot(snd); | |
figure; | |
segmentlen = 100; | |
noverlap = 90; | |
NFFT = 4096; | |
% spectrogram(snd,segmentlen,0,NFFT,Fs,'yaxis'); | |
% https://dsp.stackexchange.com/questions/36346/how-can-i-plot-the-spectrum-of-a-signal-in-matlab | |
spectrum = 10*log(abs(fftshift(fft(snd))) / length(snd)); %compute the FFT | |
precision = Fs/length(snd); | |
f = linspace(-Fs/2+precision/2, Fs/2-precision/2, length(snd)); % Create the frequency axis and put the measure in the middle of the bin. | |
plot(f,spectrum); | |
excerpt_audio_player = audioplayer(snd, Fs); | |
% warning: preEmphasisFrequency must be below the nyquist frequency! | |
% http://www.fon.hum.uva.nl/praat/manual/Sound__Filter__pre-emphasis____.html | |
preEmphasisFrequency = 50; % the default in praat, hz | |
preEmphasized = zeros(size(snd)); | |
alpha = exp(-2.0 * pi * preEmphasisFrequency * (1/Fs) ); | |
for i = length(preEmphasized):-1:2 | |
preEmphasized(i) = snd(i) - alpha * snd(i-1); | |
end | |
snd = preEmphasized; | |
snd = snd.*gausswin(length(snd)); | |
[A, err] = lpc(snd,10); | |
[H, F] = freqz(err^0.5,A,NFFT,Fs); | |
figure; | |
plot(F,log(abs(H))); | |
rts = roots(A); | |
rts = rts(imag(rts)>=0); % retain only the roots with positive imaginary component. | |
angz = atan2(imag(rts),real(rts)); | |
[frqs,indices] = sort(angz.*(Fs/(2*pi))); | |
bw = -1/2*(Fs/(2*pi))*log(abs(rts(indices))); | |
nn = 1; | |
for kk = 1:length(frqs) | |
if (frqs(kk) > 90 && bw(kk) <400) | |
formants(nn) = frqs(kk); | |
nn = nn+1; | |
end | |
end |
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